Generative Pretrained Autoregressive Transformer Graph Neural Network applied to the Analysis and Discovery of Novel Proteins
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2305.04934
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Published
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1
Markus Buehler PRO
mjbuehler
AI & ML interests
AI for science; discovery; atomistic, molecular and multiscale modeling
Artificial intelligence and machine learning
Biology and biophysics
Bioinspired design, biomaterials and protein materials, additive manufacturing
Recent Activity
Organizations
authored
18
papers
1 day ago
Generative Discovery of Novel Chemical Designs using Diffusion Modeling and Transformer Deep Neural Networks with Application to Deep Eutectic Solvents
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2304.12400
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Published
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1
Modeling and design of heterogeneous hierarchical bioinspired spider web structures using generative deep learning and additive manufacturing
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2304.05137
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Published
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1
Generative modeling, design and analysis of spider silk protein sequences for enhanced mechanical properties
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2309.10170
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Published
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1
BioinspiredLLM: Conversational Large Language Model for the Mechanics of Biological and Bio-inspired Materials
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2309.08788
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Published
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1
Reoccurring patterns in hierarchical protein materials and music: The power of analogies
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1111.5297
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Published
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1
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities
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2310.10445
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Published
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1
ForceGen: End-to-end de novo protein generation based on nonlinear mechanical unfolding responses using a protein language diffusion model
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2310.10605
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Published
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1
MechAgents: Large language model multi-agent collaborations can solve mechanics problems, generate new data, and integrate knowledge
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2311.08166
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Published
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2
MeLM, a generative pretrained language modeling framework that solves forward and inverse mechanics problems
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2306.17525
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Published
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1
DyFraNet: Forecasting and Backcasting Dynamic Fracture Mechanics in Space and Time Using a 2D-to-3D Deep Neural Network
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2211.08482
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Published
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1
Revealing diatom-inspired materials multifunctionality
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2501.01229
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Published
Agentic End-to-End De Novo Protein Design for Tailored Dynamics Using a Language Diffusion Model
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2502.10173
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Published
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4
MusicSwarm: Biologically Inspired Intelligence for Music Composition
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2509.11973
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Published
Selective Imperfection as a Generative Framework for Analysis, Creativity and Discovery
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2601.00863
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Published
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2
Multicell-Fold: geometric learning in folding multicellular life
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2407.07055
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Published
Higher-Order Knowledge Representations for Agentic Scientific Reasoning
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2601.04878
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Published
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1
GraphAgents: Knowledge Graph-Guided Agentic AI for Cross-Domain Materials Design
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2602.07491
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Published
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1
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